{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_points = 10000\n",
    "x_data = np.linspace(-12, 12, num_points)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_members = 5\n",
    "member_cfg = omegaconf.OmegaConf.create({\n",
    "    \"_target_\": \"mbrl.models.GaussianMLP\",\n",
    "    \"device\": \"cuda:0\",\n",
    "    \"in_size\": 1,\n",
    "    \"out_size\": 1,\n",
    "    \"num_layers\": 3,\n",
    "    \"hid_size\": 64,\n",
    "    \"activation_fn_cfg\": {\"_target_\": \"torch.nn.SiLU\"}\n",
    "})\n",
    "\n",
    "ensemble = models.BasicEnsemble(num_members, device, member_cfg)\n",
    "wrapper = models.OneDTransitionRewardModel(\n",
    "    ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.003, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(train_dataset, val_dataset, num_epochs=500, patience=100)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
